Behavioral Drivers of Solar Energy Adoption: Implications for Business Analysis and Sustainable Management
Main Article Content
Abstract
The need to switch to renewable energy sources is growing due to environmental issues in developing countries, where green technologies can achieve sustainable development. Thus, this research focuses on the psychological and social antecedents of solar energy adoption through the integration of constructs derived from Value-Belief-Norm (VBN) theory and the Theory of Planned Behavior (TPB). The research focuses on how perceived consequences and ascription of responsibility from the VBN theory affect TPB constructs attitude, subjective norms, and perceived behavioral control which drive behavioral intention. Research results after testing 5000 bootstrap samples from 362 respondents, the findings suggest that perceived behavioral control has the strongest direct effect on intention to solar energy adoption (beta = 0.268, p-value = 0.000), while perceived behavioral control affects attitude to solar energy adoption (beta = 0.239, p-value = 0.000). The findings by the present study reveal that perceived environment partially mediates the association between the attitude with behavioral intention and subjective norms with behavioral intention and holistically mediate the behavioral control with intention to solar energy adoption but the moderating role of perceived environment is insignificant for behavioral control with intention to solar energy adoption. The practical effects include removing self-efficacy barriers and finding working-age workers. Future research should include demographic cluster analysis and longitudinal views to improve core understanding.
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References
- Q. Hassan, P. Viktor, T. J. Al-Musawi, et al. The Renewable Energy Role in the Global Energy Transformations, Renew. Energy Focus 48 (2024), 100545. https://doi.org/10.1016/j.ref.2024.100545.
- M.M. Vanegas Cantarero, Of Renewable Energy, Energy Democracy, and Sustainable Development: A Roadmap to Accelerate the Energy Transition in Developing Countries, Energy Res. Soc. Sci. 70 (2020), 101716. https://doi.org/10.1016/j.erss.2020.101716.
- A.U. Rehman, S. Iqbal, A. Shafiq, et al. Multifaceted Impacts of Widespread Renewable Energy Integration on Socio-Economic, Ecological, and Regional Development, Sustain. Futures 8 (2024), 100241. https://doi.org/10.1016/j.sftr.2024.100241.
- P.C. Stern, T. Dietz, T. Abel, et al. A Value-Belief-Norm Theory of Support for Social Movements: The Case of Environmentalism, Hum. Ecol. Rev. 6 (1999), 81–97.
- T.M. Sang, N.T. Hung, Exploring the Relationship between ESG Practices and Financial Performance of Vietnamese Companies, Int. J. Anal. Appl. 22 (2024), 214. https://doi.org/10.28924/2291-8639-22-2024-214.
- R. Gifford, A. Nilsson, Personal and Social Factors That Influence Pro-Environmental Concern and Behaviour: A Review: Personal and Social Factors that Influence Pro-Environmental Behaviour, Int. J. Psychol. 49 (2014), 141–157. https://doi.org/10.1002/ijop.12034.
- I. Ajzen, The Theory of Planned Behavior, Organ. Behav. Hum. Decis. Process. 50 (1991), 179–211. https://doi.org/10.1016/0749-5978(91)90020-T.
- M.Y. Farm, A. Vafaei-Zadeh, H. Hanifah, D. Nikbin, The Role of Value, Belief and Norm in Shaping Intentions to Use Residential Rooftop Solar for Environment Sustainability, Energy Policy 194 (2024), 114334. https://doi.org/10.1016/j.enpol.2024.114334.
- Y. Wang, Z. Wang, F. Huang, et al. Modeling Behavioral Factors Influencing Farmers’ Willingness to Adopt Rooftop Solar Photovoltaic: Empirical Evidence from Rural China, J. Clean. Prod. 424 (2023), 138874. https://doi.org/10.1016/j.jclepro.2023.138874.
- T. Nguyen-Anh, H. Nguyen-Thu, L. Nguyen-Thi-Thuy, C. Tran-Phuong, N. To-The, Determinants of Energy-Saving Behavior among the Youth: Does Migration Play a Moderating Role?, Energy Environ. (2023), 0958305X231192364. https://doi.org/10.1177/0958305X231192364.
- M. Awais, T. Fatima, T.M. Awan, Assessing Behavioral Intentions of Solar Energy Usage through Value-Belief-Norm Theory, Management of Environmental Quality: An International Journal 33 (2022), 1329–1343. https://doi.org/10.1108/MEQ-09-2021-0227.
- B. Latif, J. Gaskin, N. Gunarathne, et al. Climate Change Risk Perception and Pro-Environmental Behavior: The Moderating Role of Environmental Values and Psychological Contract Breach, Soc. Responsib. J. 20 (2024), 538–567. https://doi.org/10.1108/SRJ-02-2023-0084.
- Intergovernmental Panel on Climate Change (IPCC), Climate Change 2022 – Impacts, Adaptation and Vulnerability: Working Group II Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, Cambridge University Press, 2023. https://doi.org/10.1017/9781009325844.
- A.N.T. Mai, V.N. Xuan, H.L. Mai, et al. Population, Carbon Dioxide Emissions and Renewable Energy Consumption Nexus: New Insights from Vietnam, Energy Explor. Exploit. 42 (2024), 1763–1798. https://doi.org/10.1177/01445987241252453.
- H. Jafarizadeh, E. Yamini, S.M. Zolfaghari, et al. Navigating Challenges in Large-Scale Renewable Energy Storage: Barriers, Solutions, and Innovations, Energy Rep. 12 (2024), 2179–2192. https://doi.org/10.1016/j.egyr.2024.08.019.
- D. Gu, J. Jiang, Navigating an Unpredictable Environment: The Moderating Role of Perceived Environmental Unpredictability in the Effectiveness of Ecological Resource Scarcity Information on pro-Environmental Behavior, BMC Psychol. 12 (2024), 261. https://doi.org/10.1186/s40359-024-01762-1.
- E. Kabir, P. Kumar, S. Kumar, et al. Solar Energy: Potential and Future Prospects, Renew. Sustain. Energy Rev. 82 (2018), 894–900. https://doi.org/10.1016/j.rser.2017.09.094.
- R.B. Cialdini, R.P. Jacobson, Influences of Social Norms on Climate Change-Related Behaviors, Curr. Opin. Behav. Sci. 42 (2021), 1–8. https://doi.org/10.1016/j.cobeha.2021.01.005.
- A. Ghosh, V.K. Satya Prasad, Evaluating the Influence of Environmental Factors on Household Solar PV Pro-Environmental Behavioral Intentions: A Meta-Analysis Review, Renew. Sustain. Energy Rev. 190 (2024), 114047. https://doi.org/10.1016/j.rser.2023.114047.
- N. Jayaraj, A. Klarin, S. Ananthram, The Transition towards Solar Energy Storage: A Multi-Level Perspective, Energy Policy 192 (2024), 114209. https://doi.org/10.1016/j.enpol.2024.114209.
- E. Schulte, F. Scheller, D. Sloot, T. Bruckner, A Meta-Analysis of Residential PV Adoption: The Important Role of Perceived Benefits, Intentions and Antecedents in Solar Energy Acceptance, Energy Res. Soc. Sci. 84 (2022) 102339. https://doi.org/10.1016/j.erss.2021.102339.
- M.M. Pagliuca, D. Panarello, G. Punzo, Values, Concern, Beliefs, and Preference for Solar Energy: A Comparative Analysis of Three European Countries, Environmental Impact Assessment Review 93 (2022), 106722. https://doi.org/10.1016/j.eiar.2021.106722.
- V. Djurisic, J.C. Smolovic, N. Misnic, S. Rogic, Analysis of Public Attitudes and Perceptions towards Renewable Energy Sources in Montenegro, Energy Rep. 6 (2020), 395–403. https://doi.org/10.1016/j.egyr.2020.08.059.
- X. Ru, S. Wang, S. Yan, Exploring the Effects of Normative Factors and Perceived Behavioral Control on Individual’s Energy-Saving Intention: An Empirical Study in Eastern China, Resour. Conserv. Recycl. 134 (2018), 91–99. https://doi.org/10.1016/j.resconrec.2018.03.001.
- M.M. Sibtain, M. Hashim, F.P.G. Márquez, et al. Role of Social Influence in Adoption of Energy-Efficient Household Systems among Pakistani Consumers: A Quantitative Study, Int. J. Hous. Mark. Anal. (2024). https://doi.org/10.1108/IJHMA-04-2024-0054.
- T. Handriana, M. Kurniawati, S.S. Sangadji, et al. Antecedents and Consequences of Green Trust in Environmentally Friendly Cosmetic Products, Int. J. Environ. Impacts, 7 (2024), 713-721. https://doi.org/10.18280/ijei.070412.
- R. Likert, The Method of Constructing an Attitude Scale, in: M.M. Gary (Ed.), Scaling, Routledge, 2017: pp. 233–242. https://doi.org/10.4324/9781315128948-23.
- G.A. Johanson, G.P. Brooks, Initial Scale Development: Sample Size for Pilot Studies, Educ. Psychol. Measure. 70 (2010), 394–400. https://doi.org/10.1177/0013164409355692.
- D.E. White, N.D. Oelke, S. Friesen, Management of a Large Qualitative Data Set: Establishing Trustworthiness of the Data, Int. J. Qual. Methods 11 (2012), 244–258. https://doi.org/10.1177/160940691201100305.
- K.L. Manfreda, V. Vehovar, Internet Surveys, in: International Handbook of Survey Methodology, Routledge, 2015. https://doi.org/10.4324/9780203843123.ch14.
- M. Osman, M.M. Saad, M. Ouf, U. Eicker, From Buildings to Cities: How Household Demographics Shape Demand Response and Energy Consumption, Appl. Energy 356 (2024), 122359. https://doi.org/10.1016/j.apenergy.2023.122359.
- G. Dash, J. Paul, CB-SEM vs PLS-SEM Methods for Research in Social Sciences and Technology Forecasting, Technol. Forecast. Soc. Change 173 (2021), 121092. https://doi.org/10.1016/j.techfore.2021.121092.
- J.F.H. Jr., L.M. Matthews, R.L. Matthews, M. Sarstedt, PLS-SEM or CB-SEM: Updated Guidelines on Which Method to Use, Int. J. Multivar. Data Anal. 1 (2017), 107. https://doi.org/10.1504/IJMDA.2017.087624.
- J.C. Nunnally, An Overview of Psychological Measurement, in: B.B. Wolman (Ed.), Clinical Diagnosis of Mental Disorders, Springer, Boston, MA, 1978: pp. 97–146. https://doi.org/10.1007/978-1-4684-2490-4_4.
- C. Fornell, D.F. Larcker, Evaluating Structural Equation Models with Unobservable Variables and Measurement Error, J. Mark. Res. 18 (1981), 39–50. https://doi.org/10.1177/002224378101800104.
- A. Maqsoom, M. Hammad, M. Umer, et al. From Intentions to Actions: Unveiling the Socio-Psychological Drivers of Solar Home System Adoption in Developing Nations, Archit. Eng. Des. Manag. 20 (2024), 1019–1036. https://doi.org/10.1080/17452007.2024.2316658.
- T. Le-Anh, M.D. Nguyen, T.T. Nguyen, K.T. Duong, Energy Saving Intention and Behavior under Behavioral Reasoning Perspectives, Energy Effic. 16 (2023), 8. https://doi.org/10.1007/s12053-023-10092-x.
- C.S. Tan, H.Y. Ooi, Y.N. Goh, A Moral Extension of the Theory of Planned Behavior to Predict Consumers’ Purchase Intention for Energy-Efficient Household Appliances in Malaysia, Energy Policy 107 (2017), 459–471. https://doi.org/10.1016/j.enpol.2017.05.027.
- A. Anjum, M. Subhan, Examining Public Intentions and Attitudes toward Solar Rooftop Panel Adoption in Indian Residences: An Integration of TPB, DOI and UTAUT, Kybernetes (2024). https://doi.org/10.1108/K-01-2024-0080.
- C. Briggs, A. Atherton, J. Gill, et al. Building a ‘Fair and Fast’ Energy Transition? Renewable Energy Employment, Skill Shortages and Social Licence in Regional Areas, Renew. Sustain. Energy Transit. 2 (2022), 100039. https://doi.org/10.1016/j.rset.2022.100039.
- S.B. Badole, S. Bird, M.D. Heintzelman, L. Legault, Willingness to Pay for Solar Adoption: Economic, Ideological, Motivational, and Demographic Factors, Energy Econ. 136 (2024), 107703. https://doi.org/10.1016/j.eneco.2024.107703.
- N.V. Nguyen, T.L.P. Dang, N.T. Phuong, Behavioral Intentions in Cashless: The Role of Green Finance Perception in the Vietnamese Market, Int. J. Anal. Appl. 23 (2025), 3. https://doi.org/10.28924/2291-8639-23-2025-3.
- C. Kormos, R. Gifford, The Validity of Self-Report Measures of Proenvironmental Behavior: A Meta-Analytic Review, J. Environ. Psychol. 40 (2014), 359–371. https://doi.org/10.1016/j.jenvp.2014.09.003.
- N. Adnan, Powering up Minds: Exploring Consumer Responses to Home Energy Efficiency, Energy Rep. 11 (2024), 2316–2332. https://doi.org/10.1016/j.egyr.2024.01.048.
- S. Sharma, K. Raj, S.K. Sharma, et al. Applications of Strongly Deferred Weighted Convergence in the Environment of Uncertainty, Int. J. Anal. Appl. 22 (2024), 181. https://doi.org/10.28924/2291-8639-22-2024-181.
- L.M.V. Tolentino, A.K.S. Ong, J.D. German, Analysis of Values-Beliefs-Norms of Decommissioned Nuclear Power Plant Reestablishment Acceptance in Developing Countries: A Perspective from the Philippines, Nuclear Eng. Technol. 56 (2024), 3224–3235. https://doi.org/10.1016/j.net.2024.03.023.
- B. Amiri, A. Jafarian, Z. Abdi, Nudging towards Sustainability: A Comprehensive Review of Behavioral Approaches to Eco-Friendly Choice, Discov. Sustain. 5 (2024), 444. https://doi.org/10.1007/s43621-024-00618-3.
- F.Z. Kherazi, D. Sun, J.M. Sohu, et al. The Role of Environmental Knowledge, Policies and Regulations toward Water Resource Management: A Mediated‐moderation of Attitudes, Perception, and Sustainable Consumption Patterns, Sustain. Dev. 32 (2024), 5719–5741. https://doi.org/10.1002/sd.2991.